{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 散点图Scatterplot\n",
    "散点图能够显示2个维度上2组数据的值。每个点代表一个观察点。X（水平）和Y（垂直）轴上的位置表示变量的值。研究这两个变量之间的关系是非常有用的。在seaborn中通过regplot和lmplot制作散点图，regplot和lmplot核心功能相近，regplot相对简单点，如果要定制图像更深层次功能，需要使用lmplot。此外也用Pairplot制作多变量图。该章节主要内容有：\n",
    "1. 基础散点图绘制 Basic scatterplot\n",
    "2. 更改标记参数 Control marker features\n",
    "3. 自定义线性回归拟合 Custom linear regression fit\n",
    "4. 使用分类变量为散点图着色 Use categorical variable to color scatterplot\n",
    "5. 坐标轴范围设置 Control axis limits of plot\n",
    "6. 在散点图上添加文本注释 Add text annotation on scatterplot\n",
    "7. 自定义相关图 Custom correlogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#调用seaborn\n",
    "import seaborn as sns\n",
    "#调用seaborn自带数据集\n",
    "df = sns.load_dataset('iris')\n",
    "#显示数据集\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.基础散点图绘制 Basic scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用regplot（）函数制作散点图。您必须提供至少2个列表：X轴和Y轴上的点的位置。\n",
    "# 默认情况下绘制线性回归拟合直线，可以使用fit_reg = False将其删除\n",
    "# use the function regplot to make a scatterplot 有回归曲线\n",
    "# scipy<1.2会有warning\n",
    "sns.regplot(x=df[\"sepal_length\"], y=df[\"sepal_width\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Without regression fit 无回归曲线\n",
    "sns.regplot(x=df[\"sepal_length\"], y=df[\"sepal_width\"], fit_reg=False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 更改标记参数 Control marker features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可以散点图自定义颜色，透明度，形状和大小\n",
    "# Change shape of marker控制散点的形状\n",
    "sns.regplot(x=df[\"sepal_length\"], y=df[\"sepal_width\"], marker=\"+\", fit_reg=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['.', ',', 'o', 'v', '^', '<', '>', '1', '2', '3', '4', '8', 's', 'p', '*', 'h', 'H', '+', 'x', 'D', 'd', '|', '_', 'P', 'X', 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 'None', None, ' ', ''])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of available shapes 可用的形状查看\n",
    "import matplotlib\n",
    "all_shapes=matplotlib.markers.MarkerStyle.markers.keys()\n",
    "all_shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# More marker customization,更具scatter_kws参数控制颜色，透明度，点的大小\n",
    "sns.regplot(x=df[\"sepal_length\"], y=df[\"sepal_width\"], fit_reg=False, scatter_kws={\"color\":\"darkred\",\"alpha\":0.3,\"s\":20});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 自定义线性回归拟合 Custom linear regression fit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 您可以自定义seaborn提出的回归拟合的外观。在此示例中，颜色，透明度和宽度通过line_kws = {}选项进行控制。\n",
    "sns.regplot(x=df[\"sepal_length\"], y=df[\"sepal_width\"], line_kws={\"color\":\"r\",\"alpha\":0.7,\"lw\":5});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 使用分类变量为散点图着色 Use categorical variable to color scatterplot\n",
    "+ 每组映射一种颜色 Map a color per group\n",
    "+ 每组映射一个标记 Map a marker per group\n",
    "+ 使用其他调色板 Use another palette\n",
    "+ 控制每组的颜色 Control color of each group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 每组映射一种颜色 Map a color per group\n",
    "# Use the 'hue' argument to provide a factor variable hue设置species不同种类的的颜色\n",
    "sns.lmplot( x=\"sepal_length\", y=\"sepal_width\", data=df, fit_reg=False, hue='species', legend=False);\n",
    "# Move the legend to an empty part of the plot 需要通过matplotlib更改legend的位置\n",
    "import matplotlib.pyplot as plt\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 每组映射一个标记 Map a marker per group\n",
    "# give a list to the marker argument 通过hue设定颜色，markes设定各点的形状\n",
    "sns.lmplot( x=\"sepal_length\", y=\"sepal_width\", data=df, fit_reg=False, hue='species', legend=False, markers=[\"o\", \"x\", \"1\"])\n",
    "# Move the legend to an empty part of the plot\n",
    "plt.legend(loc='lower right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用其他调色板 Use another palette\n",
    "# Use the 'palette' argument 不同种类设定不同的颜色，颜色类型使用palette设定调色板颜色\n",
    "sns.lmplot( x=\"sepal_length\", y=\"sepal_width\", data=df, fit_reg=False, hue='species', legend=False, palette=\"Set2\")\n",
    "# Move the legend to an empty part of the plot\n",
    "plt.legend(loc='lower right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 控制每组的颜色 Control color of each group\n",
    "# Provide a dictionary to the palette argument 调色盘使用自定义颜色\n",
    "dict_color=dict(setosa=\"#9b59b6\", virginica=\"#3498db\", versicolor=\"#95a5a6\")\n",
    "sns.lmplot( x=\"sepal_length\", y=\"sepal_width\", data=df, fit_reg=False, hue='species', legend=False, palette=dict_color)\n",
    "# Move the legend to an empty part of the plot\n",
    "plt.legend(loc='lower right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 坐标轴范围设置 Control axis limits of plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 8.122715679666298)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# basic scatterplot\n",
    "sns.lmplot( x=\"sepal_length\", y=\"sepal_width\", data=df, fit_reg=False)\n",
    "# control x and y limits 设置轴的范围，不过需要调用matplotlib.pyplot 模块，通常都是matplotlib和seaborn一起用\n",
    "plt.ylim(0, 20)\n",
    "plt.xlim(0, None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 在散点图上添加文本注释 Add text annotation on scatterplot\n",
    "+ 添加一个注释 Add one annotation\n",
    "+ 添加多个注释 Use a loop to annotate each marker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(3.2, 4.5, 'An annotation')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加一个注释 Add one annotation\n",
    "import pandas as pd \n",
    "# 制作数据集\n",
    "df_test = pd.DataFrame({\n",
    "    'x': [1, 1.5, 3, 4, 5],\n",
    "    'y': [5, 15, 5, 10, 2],\n",
    "    'group': ['A','other group','B','C','D']})\n",
    "# 画散点图\n",
    "p1=sns.regplot(data=df_test, x=\"x\", y=\"y\", fit_reg=False, marker=\"o\", color=\"skyblue\", scatter_kws={'s':400});\n",
    "# 添加注释\n",
    "p1.text(3+0.2, 4.5, \"An annotation\", horizontalalignment='left', size='medium', color='black', weight='semibold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加多个注释 Use a loop to annotate each marker\n",
    "# basic plot\n",
    "p1=sns.regplot(data=df_test, x=\"x\", y=\"y\", fit_reg=False, marker=\"o\", color=\"skyblue\", scatter_kws={'s':400})\n",
    "# add annotations one by one with a loop\n",
    "for line in range(0,df_test.shape[0]):\n",
    "     p1.text(df_test.x[line]+0.2, df_test.y[line], df_test.group[line], horizontalalignment='left', size='medium', color='black', weight='semibold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. 自定义相关图 Custom correlogram\n",
    "+ 有回归方程的散点相关图 correlogram with regression\n",
    "+ 无回归方程的散点相关图 correlogram without regression \n",
    "+ 在相关图上表示组 Represent groups on correlogram\n",
    "+ 相关图子图设置 Kind of plot for the diagonal subplots\n",
    "+ 子图参数设置 parameters adjustment of subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 有回归方程的散点相关图 correlogram with regression\n",
    "# library & dataset\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "df = sns.load_dataset('iris')\n",
    " \n",
    "# with regression 有回归方程的散点相关图\n",
    "# 正对角线上的图表示数据频次的直方图，其他表示散点图\n",
    "sns.pairplot(df, kind=\"reg\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 无回归方程的散点相关图 correlogram without regression \n",
    "sns.pairplot(df, kind=\"scatter\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21cc5179710>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在相关图上表示组 Represent groups on correlogram\n",
    "# 通过hue设定种类，markers不同种类的点的表示方式\n",
    "# 对角线为核密度图\n",
    "sns.pairplot(df, kind=\"scatter\", hue=\"species\", markers=[\"o\", \"s\", \"D\"], palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 在相关图上表示组 Represent groups on correlogram\n",
    "# you can give other arguments with plot_kws  plot_kws更改散点图的参数\n",
    "sns.pairplot(df, kind=\"scatter\", hue=\"species\",plot_kws=dict(s=80, edgecolor=\"white\", linewidth=3));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相关图子图设置 Kind of plot for the diagonal subplots\n",
    "# diag_kind有auto，hist,kde选项，hist为直方图，kde为散点图\n",
    "sns.pairplot(df, diag_kind=\"hist\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  子图参数设置 parameters adjustment of subplots\n",
    "# You can custom it as a density plot or histogram so see the related sections 通过diag_kws调整子图参数\n",
    "sns.pairplot(df, diag_kind=\"kde\", diag_kws=dict(shade=True, bw=.05, vertical=False));"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
